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首页> 外文期刊>Journal of Real-Time Image Processing >Self adaptable high throughput reconfigurable bilateral filter architectures for real-time image de-noising
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Self adaptable high throughput reconfigurable bilateral filter architectures for real-time image de-noising

机译:自适应高吞吐量可重新配置的双边滤波器架构,用于实时图像降噪

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摘要

A bilateral filter is a local, non-iterative and non-linear technique which aids in removing the noise while preserving edges and details. This work proposes novel highly parallel-pipelined low complex bilateral filter architectures to achieve high throughput, high efficiency, self adaptability and reconfigurability in a real-time noisy environment. The design implements true bilateral filter by adaptively varying the filter parameters to achieve error tolerance less than 4%. The proposed architecture can denoise up to 4K UHD (2160 p @ 53 fps) video stream at real-time. The design improves the throughput by 88%, reduces resource utilization and latency by 30 and 60% respectively than the state of the art architectures. The proposed fixed and floating point implementation achieves a power efficiency of 318 GOPS/W and 37 GFLOPS/W respectively. The dynamic reconfigurability of the design allows to switch from high efficiency to high throughput mode in less than 4.2 ms. The evaluation of a real time denoising system on FullHD (1080 p) video stream is performed on Virtex-7 FPGA. A comparison with Virtex-5 FPGA implementation shows the robust performance of the architecture across different FPGA families.
机译:双边滤波器是一种局部,非迭代和非线性技术,可在保留边缘和细节的同时帮助消除噪声。这项工作提出了一种新颖的高度并行流水线的低复杂度双边滤波器架构,以在实时嘈杂的环境中实现高吞吐量,高效率,自适应性和可重构性。该设计通过自适应地改变滤波器参数以实现小于4%的容错能力来实现真正的双边滤波器。所提出的架构可以实时对高达4K UHD(2160 p @ 53 fps)的视频流进行降噪。与现有架构相比,该设计将吞吐量提高了88%,资源利用率和延迟分别降低了30%和60%。拟议的定点和浮点实现分别实现了318 GOPS / W和37 GFLOPS / W的功率效率。设计的动态可重新配置性允许在不到4.2 ms的时间内从高效率模式转换为高吞吐量模式。在Virtex-7 FPGA上对FullHD(1080 p)视频流进行实时去噪系统的评估。与Virtex-5 FPGA实施方案的比较显示了该体系结构在不同FPGA系列中的强大性能。

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